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CineSense

Working MVP that aggregates movie reviews and produces a spoiler-resistant user satisfaction score with NLP sentiment analysis.

What I did

Original product idea and implementation.

Highlights

  • Uses TMDB-powered movie search/autocomplete and Playwright-based review scraping.
  • Classifies reviews as positive/neutral/negative using a pretrained BERT sentiment model from Hugging Face.
  • Aggregates results into a Net Satisfaction Score so users do not need to read large volumes of reviews.

Technology

ReactJavaScriptPlaywrightBERTHugging FaceTMDB APINLP